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Comparison · 2 models · Updated Oct 4, 2026

Step 1 (32K) vs Nova Micro

Nova Micro comes out ahead, 62 to 18 on our weighted score, and it is the cheaper option too.

  1. StepFun

    Step 1 (32K)

    Released Jan 1, 2025

    18/100
    • ECI—
    • Price$2.05 / $9.59
    • Context33K
  2. Our pick

    Amazon

    Nova Micro

    Released Dec 3, 2024

    62/100
    • ECI—
    • Price$0.035 / $0.14
    • Context128K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Nova Micro is our pick

Nova Micro is the better all-round choice, scoring 62/100 against Step 1 (32K) (18). It leads on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceNova MicroNova Micro $0.061 · Step 1 (32K) $3.94 per 1M tokens (3:1 blend)
  • Longest contextNova MicroNova Micro 128,000 · Step 1 (32K) 32,768 tokens
  • Widest inputsSame inputsStep 1 (32K): Text · Nova Micro: Text
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightStep 1 (32K)Nova Micro
Price50%22100
Inputs & features30%2525
Context window20%024
Overall100%18/10062/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Step 1 (32K) vs Nova Micro specifications side by side
SpecificationStep 1 (32K)StepFunNova MicroAmazon
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$2.05$0.035 (best)
Output$9.59$0.14 (best)
Cached input$0.41$0.0088 (best)
Blended (3:1)$3.94$0.061 (best)
Long-context rateSame rateSame rate
Price sourceOfficial StepFun (Global) APIOfficial Amazon Bedrock API
Limits
Context window32,768 tokens128,000 tokens (best)
Max output32,768 tokens (best)10,000 tokens
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryProprietary
API model IDstep-1-32kamazon.nova-micro-v1:0
API providers13 (best)
ReleasedJan 1, 2025Dec 3, 2024
Knowledge cutoffJun 2024Oct 2024
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Step 1 (32K)$39.68
  • Nova Micro$0.63
04 — Questions

Which should you choose?

Which is better: Step 1 (32K) or Nova Micro?

Nova Micro is the better all-round choice, scoring 62/100 against Step 1 (32K) (18). It leads on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Step 1 (32K) or Nova Micro?

Nova Micro is cheaper at $0.035 input / $0.14 output per million tokens (official Amazon Bedrock API price). Step 1 (32K) costs $2.05 input / $9.59 output per million tokens (official StepFun (Global) API price). At a typical mix of three input tokens to one output token, that is $0.061 per million tokens for Nova Micro versus $3.94 for Step 1 (32K) (64× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Step 1 (32K) has not been scored yet and Nova Micro has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Step 1 (32K) and Nova Micro yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Nova Micro has the largest context window at 128,000 tokens, against 32,768 for Step 1 (32K). Maximum output per response: Step 1 (32K) up to 32,768, Nova Micro up to 10,000 tokens.

Which can read images, PDFs, audio or video?

Step 1 (32K) accepts text; Nova Micro accepts text. They handle the same number of input types.

Are any of these open source?

No. Step 1 (32K) and Nova Micro are proprietary and only available through APIs and apps.

Which is newer?

Step 1 (32K) is the newest, released Jan 1, 2025. Nova Micro came out Dec 3, 2024. Knowledge cutoff: Step 1 (32K) Jun 2024, Nova Micro Oct 2024.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.